{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 任何一个人，在多大的人群里面，一定能找到另外和自己同一天生日的人"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'range'>\n",
      "<class 'numpy.ndarray'>\n",
      "<class 'range'>\n",
      "<class 'numpy.ndarray'>\n",
      "<class 'range'>\n",
      "<class 'numpy.ndarray'>\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gfn5+9OrVi48//hiAhIQEevbsCcDll1/ORx99VOAcs2fPZsSIEQAEBgbSp08fAPz9/enSpQv79u0D4NVXX+Xuu+8mKCgIgKZNmwKwcOFCLr/8cho2bEhQUBCXX345X331VbFlnX3+kSNHuvarWbMm4Kg95Y4um5iYSFhYGE2aNAHgj3/8Y5HXkltW+/btCQsLA6B58+Y0bdqUI0eOADBjxgz+8Y9/4OPjk+9a5s2bx5gxYxAR4uLiOHHiBAcOHCi2LBFx1cxOnjxJ8+bNXZ9lmzZtWL16dYE4jTH5FXeLKUBEGgGNRSRIRBo6lzY4xmWqcOoF+JXYBpGRkUFiYiJt2rQ57/Ps37+fli1bAuDn50f9+vU5diz/ALeRkZGsWLGCY8eOkZqayhdffMHevXsBiIiIYN68eQB88MEHrvV5zZ071/WlmteJEyf47LPP6NevH+BINgkJCfzhD38gLi7O9cBc3hgBgoOD2b9/f7Fl5dqzZw+7du2ib9++rnV79+4lOjqali1bMmnSJJo3b05oaCi//PILu3fvJisri08//bTAtRRWVq7Vq1eTkZFBu3btANi5cydz586lW7duXHHFFWzfvt3tazm7rNdee41BgwYRHBzMzJkz891K69atGytWrCgQjzEmv+JqEHcAa4GOQHyeZR4wzfOhnbu6tWpwsoQRXY8ePeq6H+5J4eHhTJo0if79+zNw4EBiYmLw9fUF4I033mD69Ol07dqVU6dO4e/vn+/YVatWERgYSGRkZL71WVlZjBw5kgkTJhASEuJat337dpYtW8bs2bO57bbb3Bp6o7Cycs2ZM4dhw4a54gVo2bIlmzZtYseOHbz99tscOnSIoKAgZsyYwfDhw7nsssto06ZNvmOKKgvgwIEDjB49mjfffNNVY0hPTycgIIC1a9dy2223MX68e4/aFFbWlClT+OKLL9i3bx/jxo3jvvvuc+3ftGlTfvvtN7fKNqY6K2401xeAUOBxVQ1R1bbOpbOqVsgE0aBWjRKH/K5VqxZpaWmlOk+LFi1cfylnZWVx8uRJGjVqVGC/W265hfj4eL799luCgoJo3749AB07dmTRokXEx8czcuRI11+9uebMmVNo7eH2228nLCyMe++917UuODiYIUOGUKNGDdq2bUv79u3Zvn17vhgB9u3bR4sWLYotq6Tzg+NWTm7tCOCqq65i1apVrFy5kg4dOriusbiykpOTGTx4ME888QRxcXH5rmXo0KEAXHvttWzatAmg2GsprKwjR46wceNGYmNjARg+fDg//PCD6/i0tDRq1apV6PUZY35XbBuEqmYDQ8spllJrEFiDEyUkiKCgILKzs91KEn//+9/55JNPCqwfMmSIq1fQhx9+SN++fRFnL6q8Dh8+DMCvv/7Kxx9/7OphlLs+JyeHxx9/nDvvvNN1TE5ODu+//76r/SHXQw89xMmTJ/P1hgK45pprWLZsGeCoHSUkJBASEsKAAQNYtGgRSUlJJCUlsWjRIgYMGFBsWQDbtm0jKSmJiy++2LVu3759nDlzBoCkpCS+++47OnTokO9akpKSmD59OrfeemuxZWVkZHDttdcyZswYhg0bVuBali5dCsDy5ctdyWbIkCG88847qCo//vgj9evXp1mzZkWWFRQUxMmTJ0lISADg66+/Jjw83LU9ISGhQO3MGFOIolqvcxfgWeA6QEra15tL165d9eFPN2vnRxeW2Go/fvx4/frrr13vL730Um3cuLEGBARoixYt9KuvvlJV1cGDB+sPP/xQ4PgzZ87osGHDtF27dtq9e3fduXOnqjp60lxxxRX5yg0PD9fo6Oh8vXumTp2qYWFhGhYWppMmTdKcnBzXtqVLl2psbGy+8+3du1cB7dixo3bu3Fk7d+6sr776qqqq5uTk6MSJEzU8PFwjIyN19uzZruNef/11bdeunbZr107feOONEstSVX3kkUd00qRJ+c6/aNEijYqK0ujoaI2KitL//e9/rm0jRozQ8PBwDQ8Pz3fuosqaOXOm+vn5uc7duXNnXb9+vaqqJiUl6aBBgzQyMlLj4uJ0w4YNrmu86667NCQkRCMjI3XNmjUllvXxxx9rZGSkRkdHa69evVy/I1XViy66SI8eParGmOJ7MYlq8fMniMgpoDaQBaQB4sgrWs+DeeucdevWTW98chb/XbqDnU8Mwsen4F/0udatW8eUKVOYOXNmsWUOGDCAhQsXlnWoxovWr1/P888/X+Lv3pjqQkTiVbVbYdtKHGpDVd3v/+ll9QP9UXUM2Fc/sEaR+3Xp0oU+ffqQnZ1doPE0L0sOVc/Ro0d57LHHvB2GMZVCkQlCRDqq6jYR6VLYdlVd57mwzk+DWo6kcOJMRrEJAnC7h4ypWi6//HJvh2BMpVFcDeI+4HbguUK2KVCwY7uXNXAmhROpmbQu2KnIGGPMOSgyQajq7c6ffcovnNKp76xBlPQshDHGmJK5M2FQAHAXcCmOmsMK4GVVLd3DBB7gqkFYgjDGmFJzZz6Id4BTwH+d728EZuKYm7pCqV/L8UTyydQML0dijDGVnzsJIlJVO+V5v1REfvZUQKWRe4vpRKrVIIwxprTcmTBonYi4xkMQkVgcYzRVOP5+PtT297VbTMYYUwaK6+a6GUebQw3gBxH51fm+NbCtfMI7d/XdGLDPGGNMyYq7xeTe9GoVTP1Af7vFZIwxZaC4bq57yjOQstKgVg1OnrFGamOMKS132iAqlQaBNawGYYwxZaBqJghrgzDGmFJzK0GISGsR+aPzdS0RqbAD+NWrVYOTqZkF5og2xhhzbkpMECJyG/Ah8D/nqmDgUw/GVCoNavmTkZ1DWmaOt0MxxphKzZ0axN3AH4BkAFXdDjT1ZFCl8ftwG9ZQbYwxpeFOgkhXVde3rYj44XgeokJqYE9TG2NMmXAnQSwXkQeAWiJyOfAB8Jlnwzp/9QMtQRhjTFlwJ0FMBo4Am4E7gC+AhzwZVGn8PuS33WIyxpjScGfK0RzgVedS4QUFOkZ0TbIahDHGlIo7vZiuFJH1InJcRJJF5JSIJJdHcOejYW1HgjieYjUIY4wpDXeG+54KDAU2ayV4uCCghi+B/r6WIIwxppTcaYPYC/xUGZJDrqBAf5IsQRhjTKm4U4O4H/hCRJYD6bkrVfV5j0VVSo3q+HPMEoQxxpSKOwniCeA0EAD4ezacshEU6E+STTtqjDGl4k6CaK6qkR6PpAw1qu3PjsOnvR2GMcZUau60QXwhIv09HkkZCqptNQhjjCktdxLE/wFficiZytDNFRxdXVMzsknLzPZ2KMYYU2m586BchR3auyh5n4Vo3qCWl6MxxpjKyZ02CEQkCAjD0VANgKp+66mgSssShDHGlF6JCUJEbgXuwTEPxAYgDlgJ9PVoZKVgT1MbY0zpudMGcQ/QHdijqn2Ai4ATngyqtCxBGGNM6bmTINJUNQ1ARGqq6jagg2fDKp2GgZYgjDGmtNxpg9gnIg1wTDP6tYgkAXs8GVRp1a9VAx+xBGGMMaXhTi+ma50v/ykiS4H6wFcejaqUfHyEoEB/jtuzEMYYc97cGe67nYjUzH0LtAECPRlUWWhY25/jpy1BGGPM+XKnDeIjIFtEQoFXgJbAex6NqgwE1bYahDHGlIY7CSJHVbOAa4H/qurfgGaeDav0Ggb6WxuEMcaUgjsJIlNERgJjgc+d62p4LqSy0bCOzQlhjDGl4U6CGAdcDDyhqrtEpC0w07NhlV5D55DfOTmVZp4jY4ypUNzpxfQzMCHP+13Avz0ZVFloXMefHIWk1Awa1alZ8gHGGGPycacGUSk1qesYNurI6fQS9jTGGFOYKpsgGtdxPE195JQlCGOMOR/nlCBExEdE6nkqmLLUpK7jttJRq0EYY8x5cedBufdEpJ6I1AZ+An4Wkb95PrTSyU0QVoMwxpjz404NopOqJgPXAF8CbYHRngyqLNSp6UdNPx9LEMYYc57cSRA1RKQGjgQxX1UzgQrfd1REaFK3JkdtuA1jjDkv7iSI/wG7gdrAtyLSGqjQc1LnalK3ptUgjDHmPJWYIFT1RVVtoaqD1GEP0KccYiu1xnVqWiO1McacJ3fnpB4MRJBnTmrgXx6JqAw1qVuTdXuSvB2GMcZUSu70YnoZGA78Gcdw39cDrT0cV5loUqcmx1MzyMrO8XYoxhhT6bjTBnGJqo4BklT1URzjMrX3bFhlo3HdmqjazHLGGHM+3EkQZ5w/U0WkOZBJJRjuGxw1CIDD1lBtjDHnzJ02iM+dc1L/B1iHo4vra54Mqqy4HpazhmpjjDln7ozm+pjz5Uci8jkQoKonPRtW2citQRy1GoQxxpwzd3sxXYJjLmo/53tU9R0PxlUmGtd1DthnNQhjjDlnJSYIEZkJtAM2ANnO1QpU+AQR6O9HnZp+9rCcMcacB3dqEN1wjMdU4YfXKEzjOv6WIIwx5jy404vpJ+BCTwfiKU3rBXA42RKEMcacqyJrECLyGY5bSXVxDPG9GnB906rqEM+HV3rN6gew/tcT3g7DGGMqneJuMT1bblF40IX1AjiYnIaqIiLeDscYYyqNIhOEqi4vz0A85YJ6AWRk5ZCUmknD2v7eDscYYyqNKjsnda4L6zvGFzx4Ms3LkRhjTOVSfRJE8pkS9jTGGJOXWwlCRGqJSAdPB+MJF9bLrUFYTyZjjDkX7gz3fRWOh+S+cr6PEZH5Ho6rzDSpWxMROJhst5iMMeZcuFOD+CfQAzgBoKobgLYei6iM1fD1oUmdmhw8abeYjDHmXLiTIDILGZyvUj1VfWH9AA7aw3LGGHNO3EkQW0TkRsBXRMJE5L/ADx6Oq0xdUC+AQ9aLyRhjzok7CeLPOOajTgdmA8nAvR6MqcxdWC+AA3aLyRhjzok780GkAg86l0rpwvoBJKdlcSYjm1r+vt4OxxhjKgV3hvtuD/yVPPNBAKhqX8+FVbZcXV2T02jbuLaXozHGmMrBneG+PwBexjHNaHYJ+1ZIuQ/LHTh5xhKEMca4yZ0EkaWqMzweiQfZcBvGGHPu3Gmk/kxE7hKRZiLSMHfxeGRlqEWDWgDsT7KGamOMcZc7NYixzp9/y7NOgZCyD8czAmr40rhOTfZZgjDGGLe504up0jw1XZwWQbXYf8IShDHGuMudXkw1gP8DejpXLQP+p6qZHoyrzAUH1WLL/rMfCDfGGFMUd9ogZgBdgenOpatzXaUS3KAWv51IIyenUo0SYowxXuNOG0R3Ve2c5/0SEdnoqYA8JTioFhnZORw5nc4FzucijDHGFM2dGkS2iLTLfSMiIVTC5yFaBDl6MllDtTHGuMedGsTfgKUikggI0BoY59GoPCA4KBCAfUmpdG0d5OVojDGm4nOnF9NiEQkDcmeU+0VVK93Y2a5nIawnkzHGuMWdGgTOhLDJw7F4VO2afgQF1rBbTMYY4ya35qSuKloE1bKnqY0xxk3VKkEENwhkX1Kqt8MwxphKwa1bTCIyhN8flFuuqp95LiTPaRFUi2UJh1FVRMTb4RhjTIVWYg1CRJ4C7gF+di4TRORJTwfmCa0bBZKWmcORU5Wujd0YY8qdOzWIwUCMquYAiMjbwHrgAU8G5gmtGznmgth9LJWm9rCcMcYUy902iAZ5Xtf3QBzlok0jx7MQu4+meDkSY4yp+NypQTwFrBeRpTgelOsJTPZoVB7SokEt/HyE3ccsQRhjTEnceVButogsA7o7V01S1YMejcpD/Hx9aNkwkD3HrCeTMcaUxN1bTD7AUeAE0F5Eeha/e8XVulEgu+wWkzHGlMid+SD+DQwHtgA5ztUKfOvBuDymTaParNl13Lq6GmNMCdxpg7gG6FAZx18qTJtGgaRkZHP0dAZN6tb0djjGGFNhuXOLKRGo4elAykvrxo6urnusodoYY4rlTg0iFdggIosBVy1CVSd4LCoPauN8FmLX0RS6tWno5WiMMabicidBzHcuVUJwUC18fcR6MhljTAnc6eb6dnkEUl5q+PoQHFTLejIZY0wJikwQzgfjFDiuqsPKLyTPC21Shx2HT3s7DGOMqdCKq0HcjCNBVLr5p0sSekEdvt1+hKzsHPx8q9WI58YY47biEsQyHAniCBBbLtGUk7CmdcnMVn49nkpIkzreDscYYyqkIhOEqrYtz0DKU1hTR1LYfvi0JQhjjClCtby/0s6ZIKwdwhhjilYtE0Sdmn40rx/A9kOnvB2KMcZUWEUmCBGp0uNQhF5Ql+1WgzDGmCIVV4NYCSAiM8splnIV1tTR1TU7R70dijHGVEjF9WLyF5EbgUtEZOjZG1X1Y8+F5XlhTeuQnpXD/qQztHLONGeMMeZ3xSWIO4FROKYbveqsbQpU7gRxgaOhOuHQKUsQxhhTiOK6uX4HfCcia1X19XKMqVy0v6AuAFsPJPPHThd4ORpjjKl43Bmsb6aITMAxFzXAcuBlVc30XFieVzegBq0bBfLzgWRvh2KMMRWSOwliOo75IKY7348GZgC3eiqo8hLRvB5bfrMEYYwxhXEnQXRX1c553i8RkY2eCqg8dWpWjy82H+RUWiZ1A6rMnEjGGFMm3HlQLltE2uW+EZEQqsgAfp2a1wNg20F7YM4YY87mToL4G7BURJaJyHJgCfAXz4ZVPiKa1wdgy/6T5XreM2fO0KtXL7KzHXl24MCBNGjQgCuvvDLffrt27SI2NpbQ0FCGDx9ORkYGAOnp6QwfPpzQ0FBiY2PZvXu365innnqK0NBQOnTowMKFC0uMpahznK2ock+cOMGwYcPo2LEj4eHhrFy5Mt9xzz33HCLC0aNHAZg3bx7R0dHExMTQrVs3vvvuu3z7JycnExwczJ/+9CfXut69e9OhQwdiYmKIiYnh8OHDrm3vv/8+nTp1IiIightvvNG13tfX17X/kCFDzvszXb16tauczp0788knn+SLNzs7m4suuijf727x4sV06dKFmJgYLr30Unbs2AHAW2+9RZMmTVzlvfbaayXGO2rUKDp06EBkZCTjx48nM/P3pr9ly5YRExNDREQEvXr1AiAjI4OePXuSlZVV8JdozLlS1RIXoCYQ7VxqunNMeS9du3bVc5WTk6Nd/rVI//bBhnM+tjSmTZumU6dOdb3/5ptvdP78+Tp48OB8+11//fU6e/ZsVVW94447dPr06aqq+tJLL+kdd9yhqqqzZ8/WG264QVVVt2zZotHR0ZqWlqaJiYkaEhKiWVlZxcZS1DnyKq7cMWPG6Kuvvqqqqunp6ZqUlOQ67tdff9X+/ftrq1at9MiRI6qqeurUKc3JyVFV1Y0bN2qHDh3ynWvChAk6cuRIvfvuu13revXqpWvWrCkQV0JCgsbExOjx48dVVfXQoUOubbVr1z6n6y3qM01JSdHMzExVVf3tt9+0SZMmrveqqs8995yOHDky3+8uLCxMf/75Z1e5Y8eOVVXVN998M9915VVUvAsWLNCcnBzNycnRESNGuOJNSkrS8PBw3bNnT4Fr/+c//6nvvvtuoeUZczZgrRbxverWWEyqmq6qm5xLeslHVA4iQqfm9cq9J9OsWbO4+uqrXe/79etH3bp18+2jqixZsoRhwxxzNY0dO5ZPP/0UcPwVPnbsWACGDRvG4sWLUVXmzZvHiBEjqFmzJm3btiU0NJTVq1cXGUdx58irqHJPnjzJt99+yy233AKAv78/DRo0cB03ceJEnnnmGUTEta5OnTqu9ykpKfm2xcfHc+jQIfr371/SRwjAq6++yt13301QUBAATZs2LXb/8/lMAwMD8fNzNNWlpaXli3ffvn0sWLCAW2/N319DREhOdvybOnnyJM2bN3fregozaNAgRAQRoUePHuzbtw+A9957j6FDh9KqVasC137NNdcwa9as8z6nMbmq5WB9eXVqXo+Eg6dJzyqfZpWMjAwSExNp06ZNsfsdO3aMBg0auL6cgoOD2b9/PwD79++nZcuWAPj5+VG/fn2OHTuWb/3Zx5zrOfIqqtxdu3bRpEkTxo0bx0UXXcStt95KSopjKtd58+bRokULOnfuXKC8Tz75hI4dOzJ48GDeeOMNAHJycvjLX/7Cs88+W2is48aNIyYmhsceeyy3VktCQgIJCQn84Q9/IC4ujq+++sq1f1paGt26dSMuLs6VBM7nMwVYtWoVERERREVF8fLLL7uOv/fee3nmmWfw8cn/3+i1115j0KBBBAcHM3PmTCZPnuza9tFHHxEdHc2wYcPYu3dvsfHmlZmZycyZMxk4cKDr2pOSkujduzddu3blnXfece0bGRnJmjVrCv0cjTkX1T5BXNSyARnZOWw9UD4N1UePHs33V3ZllpWVxbp16/i///s/1q9fT+3atXn66adJTU3lySef5F//+lehx1177bVs27aNTz/9lIcffhiA6dOnu75UzzZr1iw2b97MihUrWLFiBTNnznSdf/v27SxbtozZs2dz2223ceLECQD27NnD2rVree+997j33nvZuXPneV9nbGwsW7ZsYc2aNTz11FOkpaXx+eef07RpU7p27Vpg/ylTpvDFF1+wb98+xo0bx3333QfAVVddxe7du9m0aROXX365q8biTrx33XUXPXv25LLLLnNde3x8PAsWLGDhwoU89thjJCQkAI72DH9/f06dss4XpnRKTBAi8rGIDBaRKplMYlo6bk+s/zWpXM5Xq1Yt0tLSStyvUaNGnDhxwtXYuG/fPlq0aAFAixYtXH99ZmVlcfLkSRo1apRv/dnHnOs58iqq3ODgYIKDg4mNdUw4OGzYMNatW8fOnTvZtWsXnTt3pk2bNuzbt48uXbpw8ODBfOX27NmTxMREjh49ysqVK5k2bRpt2rThr3/9K++8847rL+/cmOrWrcuNN97oum0WHBzMkCFDqFGjBm3btqV9+/Zs37493zEhISH07t2b9evXn9dnmld4eDh16tThp59+4vvvv2f+/Pm0adOGESNGsGTJEm666SaOHDnCxo0bXZ/J8OHD+eGHH1yfd82ajkGSb731VuLj4/N9xmfHm+vRRx/lyJEjPP/88651wcHBDBgwgNq1a9O4cWN69uzJxo2/9z5PT08nICCgwO/SmHPhzpf+dOBGYLuIPC0iHTwcU7m6sH4AzeoHsP7XE+VyvqCgILKzs0tMEiJCnz59+PDDDwF4++23Xe0WQ4YM4e233wbgww8/pG/fvogIQ4YMYc6cOaSnp7Nr1y62b99Ojx49AEc7x9m3j4o7R15FlXvhhRfSsmVLfvnlF8DRe6dTp05ERUVx+PBhdu/eze7duwkODmbdunVceOGF7Nixw3WLaN26daSnp9OoUSNmzZrFr7/+yu7du3n22WcZM2YMTz/9NFlZWa4eUJmZmXz++edERkYCjnvty5YtAxw1s4SEBEJCQkhKSiI9Pd21/vvvv6dTp07n9Znu2rXLlVD27NnDtm3baNOmDU899RT79u1j9+7dzJkzh759+/Luu+8SFBTEyZMnXX/Nf/3114SHhwNw4MAB12c6f/581/qi4gXH7aqFCxcye/bsfLeyrr76ar777juysrJITU1l1apVrvKOHTtG48aNqVHDnu0xpVRU6/XZC1AfxwB+e4EfgHFADXeP9/RyPr2Ycv3fu2v1sn8vOe/jz9X48eP166+/dr2/9NJLtXHjxhoQEKAtWrTQr776SlVVd+7cqd27d9d27drpsGHDNC0tTVVVz5w5o8OGDdN27dpp9+7ddefOna6yHn/8cQ0JCdH27dvrF198oaqq2dnZ2qpVK01NTS0QS1HnmDdvnj788MPFlququn79eu3atatGRUXp1Vdf7epRlFfr1q1dvZiefvpp7dSpk3bu3Fnj4uJ0xYoVBfbP29vn9OnT2qVLF42KitJOnTrphAkTXD2ocnJydOLEiRoeHq6RkZGu3knff/+9RkZGanR0tEZGRuprr71W4vUW9Zm+8847rngvuugi/eSTTwrEu3Tp0ny9mD7++GPX+Xv16uUqa/LkydqpUyeNjo7W3r1769atW0uM19fXV0NCQrRz587auXNnffTRR13bnnnmGQ0PD9eIiAidMmWKa/0HH3yg9913X4E4jSkMxfRiEtWS50MQkUbATTiG2fgNmAVcCkSpam9PJK5z1a1bN127du15HfvKtzt58ottrH3ojzSu4/l5ktatW8eUKVNc99I97aeffuKNN97Id4vCVF1Dhw7l6aefpn379t4OxVQCIhKvqt0K2+ZOG8QnwAogELhKVYeo6lxV/TNQp2xD9Y6LWjnaITaU022mLl260KdPH9eDcp4WGRlpyaGayMjI4JprrrHkYMqEO20Qr6pqJ1V9SlUPwO/TkRaVdSqbyOb18fMR1u8tn4ZqgPHjx+Pr61tu5zPVg7+/P2PGjPF2GKaKcCdBPF7IupWFrKu0avn7EtG8Hmt2l1+CqKgyMzNZtmxZudVujDEVV5EJQkQuFJGuQC0RuUhEujiX3jhuN1UpcSGN2PDrCdIyq+cXY2JiIg888ACtWrXikUceITU11dshGWO8rLgaxADgWSAYeB54zrncBzzg+dDKV1xIIzKyc1hXTs9DVASZmZl89NFH9O/fn9jYWNLS0liyZAnLly8vMPSHMab6KW7K0beBt0XkOlX9qBxj8opubYLwEfhx5zEuadfY2+F41LFjx5g6dSqvvvoqHTt25Pbbb2f+/Pn2YJUxJp8iE4SI3KSq7wJtROS+s7erapXqFlM3oAZRLerzY+Jxb4fiMUlJSTz//PNMnz6dYcOGsXz5cjp0qFLPPRpjylBxt5hqO3/WAeoWslQ5ce0asWHvCc5kVK12iBMnTvDPf/6TsLAwDh48SHx8PP/73/8sORhjilXcLab/OX8+Wn7heFdcSCP+tzyR+D1JXBpW+W8zJScn8+KLL/LCCy9w5ZVXsmrVKtq1a1fygcYYQ/G3mF4s7kBVnVD24XhXbNuG+Pv6sOyXw5U6QZw6dYpp06YxZcoUBg4cyA8//EBYWJi3wzLGVDJFJgggvphtVVKgvx+xIQ1Z+sthHrqyk7fDOWcpKSm89NJLPPfcc/Tr149vv/2Wjh07ejssY0wlVVIvpmqnT4em/Ovzn/n1WCqtGlWOxz1SU1OZMWMG//nPf+jVqxdLliwhIiLC22EZYyq54h6Um+r8+ZmIzD97KbcIy1mfjo6pG5clHPZyJO755JNPCAsL44cffmDRokXMnTvXkoMxpkwUd4spd6jRwueArKLaNq5Nm0aBLN12mDEXt/F2OEU6duwYf/7zn1mzZg1z587l0ksv9XZIxpgqpsgahKrGO38uxzH2UhJwHFjpXFdl9enYlB92HiMlPcvboRTq008/JSoqigsuuICNGzeec3I4c+YMvXr1Ijs7mw0bNnDxxRcTERFBdHQ0c+fOde23a9cuYmNjCQ0NZfjw4WRkZACO2cqGDx9OaGgosbGx7N6923XMU089RWhoKB06dGDhwoUlxlLUOc5WVLlfffUVHTp0IDQ0lKeffrrAcRMmTKBOnd8HHf7222/p0qULfn5+romD8kpOTiY4OJg//elPrnXx8fFERUURGhrKhAkTXBMePfzww0RHRxMTE0P//v357bffXMcsW7aMmJgYIiIi6NWrFwB79+6lT58+dOrUiYiICF544YV85/7vf/9Lx44diYiI4P777wcc063GxMS4Fh8fHzZs2ADA7NmziYqKIjo6moEDB7omVsr13HPPISKu9arKhAkTCA0NJTo6mnXr1rn2vf/++4mIiCA8PDzfNRZ17UXFm5GRwbhx44iKiqJz586uCZ0A/vjHP5KUVH1GKqgSipooIncBBuOYJGgZsBz4FbiipOPKeynNhEFn+3HnUW096XOdt2F/mZVZFo4dO6ajRo3S0NBQ/fbbb8+7nGnTpunUqVNVVfWXX37RhIQEVVXdv3+/XnjhhZqUlKSqqtdff71rEp477rhDp0+frqqqL730kt5xxx2qqjp79my94YYbVFV1y5YtGh0drWlpaZqYmKghISGuyX2KUtQ58iqq3KysLA0JCdGdO3dqenq6RkdH65YtW1zHrVmzRm+66SatXbu2a92uXbt048aNOnr0aP3ggw8KnGvChAk6cuRI14RFqqrdu3fXlStXak5Ojg4cONA1YdLJkydd+7zwwguuzyQpKUnDw8N1z549qqp66NAhVVX97bffND4+XlVVk5OTNSwszBXvkiVLtF+/fq4JjHKPyWvTpk0aEhKiqqqZmZnapEkT10RMf/vb3/SRRx5x7fvrr79q//79tVWrVq59FixYoAMHDtScnBxduXKl9ujRQ1UdExZdcsklrs80Li5Oly5dWuy1FxXvtGnT9Oabb3at69Kli2ZnZ6uq6ltvvaWPP/54gesy3kUxEwa5M5rrc0AfVe2tqr2APsAUj2SrCqJbm4Y0rVuTBZt+K3nncjJ//nyioqJo3LgxGzdudE1efz5mzZrlmmqzffv2ri6wzZs3p2nTphw5cgRVZcmSJQwbNgyAsWPH8umnnwIwb948xo4dCzjmoV68eDGqyrx58xgxYgQ1a9akbdu2hIaGuuaPLkxx58irqHJXr15NaGgoISEh+Pv7M2LECObNmwdAdnY2f/vb33jmmWfyldWmTRuio6PzTd+ZKz4+nkOHDtG/f3/XugMHDpCcnExcXBwiwpgxY1wx1qtXz7VfSkoKIgLAe++9x9ChQ2nVqhUATZs62rWaNWtGly5dAMf82uHh4a5pYGfMmMHkyZNdc1bnHpPX7NmzGTFihOuzU1VSUlJQVZKTk2nevLlr34kTJ/LMM8+4Ysr9HMeMGYOIEBcXx4kTJzhw4AAiQlpaGhkZGaSnp5OZmckFF1xQ7LUXFe/PP/9M3759XesaNGhA7kReQ4YMYfbs2QWuy1Rc7iSIU6q6I8/7ROCUh+KpEHx9hEFRzVj2yxFOe/k20/Hjxxk9ejQTJ05k9uzZTJ06lcDA8+9dlZGRQWJiIm3atCmwbfXq1WRkZNCuXTuOHTtGgwYN8PNzNFMFBwe7vsz2799Py5YtAfDz86N+/focO3Ys3/qzjylMcefIq6hyizvftGnTGDJkCM2aNXPrc8nJyeEvf/kLzz6bv8lt//79BAcHF3lNDz74IC1btmTWrFn861//AiAhIYGkpCR69+5N165deeeddwqcb/fu3axfv57Y2FjXMStWrCA2NpZevXqxZs2aAsfMnTuXkSNHAlCjRg1mzJhBVFQUzZs35+eff+aWW24BHImgRYsWdO7cucC1FPZ5XXzxxfTp04dmzZrRrFkzBgwY4EpeRV17UfF27tyZ+fPnk5WVxa5du4iPj2fv3r2AYz729PR0jh07VuzvwlQcxfViGioiQ4G1IvKFiNwsImOBz4CC/3qrmMHRzUjPymHx1kNei+Gzzz4jKiqKoKAgNm3aRM+ePUtd5tGjR2nQoEGB9QcOHGD06NG8+eabhf51XZn89ttvfPDBB/z5z392+5jp06czaNCgfF+I7njiiSfYu3cvo0aNYtq0aQBkZWURHx/PggULWLhwIY899hgJCQmuY06fPs11113H1KlTXbWQrKwsjh8/zo8//sh//vMfbrjhhnz3+1etWkVgYCCRkZGAYyTeGTNmsH79en777Teio6N56qmnSE1N5cknn3QlK3fs2LGDrVu3sm/fPvbv38+SJUtYsWJFsccUFe/48eMJDg6mW7du3HvvvVxyySX5JsZq2rRpvrYaU7EV14vpqjyvDwG9nK+PALU8FlEF0bVVEBfWC2D+ht+4OqZFuZ47KSmJe++9lxUrVjBr1ix69+5dZmXXqlWLtLS0fOuSk5MZPHgwTzzxBHFxcQA0atSIEydOkJWVhZ+fH/v27aNFC8fn0KJFC/bu3UtwcDBZWVmcPHmSRo0audbnyntMYYo7R17FlVvY+vXr17Njxw5CQ0MBx3MioaGh7Nixg6KsXLmSFStWMH36dE6fPk1GRgZ16tThnnvuYd++fSVe06hRoxg0aBCPPvoowcHBNGrUiNq1a1O7dm169uzJxo0bad++PZmZmVx33XWMGjWKoUOHuo4PDg5m6NChiAg9evTAx8eHo0eP0qRJEwDmzJnjqj0Arobq3KFTbrjhBp5++mmuvvpqdu3a5ao97Nu3jy5durB69eoiP8d3332XuLg4V2P+FVdcwcqVKxk9enSR115cvFOm/H4H+pJLLsk3/WlaWhq1alX5r4+qo6jGicq2lGUjda6nv9yqIX9foIdOninzsouybNkybdGihd5999166tQpj5wjODhYz5xxXFN6err27dtXp0yZUmC/YcOG5WtAfumll1TV0RCZt5H6+uuvV1XVn376KV9jctu2bV2N1H379tV9+/a5fY68iio3MzNT27Ztq4mJia5G6p9++qnA8XkbqXONHTu20EZqVdU333yz2EbqBQsWqKq6GvdVVV988UW97rrrVFX1559/1r59+2pmZqampKRoRESEbt68WXNycnT06NF6zz33FDjnjBkz9OGHH1ZVR8eB4OBgzcnJUVXV7Oxsbd68ue7cudO1f26HgsOHD6uq6kMPPaT33XdfgXJbt27taqT+/PPP8zVSd+/eXVVV58yZo/369dPMzEzNyMjQvn376vz584u99qLiTUlJ0dOnT6uq6qJFi/Syyy5zxZKTk6PNmzfXzMzMQj934x0U00jtTi+mAOBuYDrwRu5S0nHlvXgiQSQeOa2tJ32uLy3dXuZlF+att97Spk2b6sKFCz16nvHjx+vXX3+tqqozZ85UPz8/7dy5s2tZv369qqru3LlTu3fvru3atdNhw4a5eqycOXNGhw0bpu3atdPu3bvn++J6/PHHNSQkRNu3b+/q8ZKdna2tWrXS1NTUArEUdY558+a5voCKKlfV0TMnLCxMQ0JCiuwhkzdBrF69Wlu0aKGBgYHasGFD7dSpU4H9z04Qa9as0YiICA0JCdG7777b9cU9dOhQjYiI0KioKL3yyivzJcBnnnlGw8PDNSIiwpV8V6xYoYBGRUW5PuvcL9z09HQdNWqURkRE6EUXXaSLFy92lbV06VKNjY0tEOeMGTO0Y8eOrvMfPXq0wD55E0ROTo7eddddGhISopGRkbpmzRpVVc3KytLbb79dO3bsqOHh4Tpx4sQSr72oeHft2qXt27fXjh07ar9+/XT37t35yho6dGihvyPjPaVNEB8AjwE7gbHAIuCFko4r78UTCUJV9fqXf9De/1nq+o/hCdnZ2frggw9qSEiIbt261WPnyRUfH6833XSTx8+Ta/Pmzfm+dEz1NGHCBP3mm2+8HYY5S3EJwp3WyFBVfRhIUcf4TIOB2LK8zVWRDe/Wkl1HUzw2kVBaWho33ngjS5Ys4ccffyyXwfW6dOlCnz59yM4un3kvIiMjef75KjW/lDkPkZGR9OvXz9thmHPgToLIdP48ISKRQH2gYCftKmpQVDOCAmvw5ve7yrzsI0eOuPqML1682NUgWR7Gjx+fr3eJMZ522223eTsEc47cSRCviEgQ8DAwH/gZ+LdHo6pAavn7clNca77eeohdR1PKrNxt27YRFxdHnz59eO+996p0z45du3bx4IMPMmDAgNzblsaYSqDEBKGqr6lqkqouV9UQVW2qztnmqovRF7emho8Pb3xXNrWIpUuX0qtXLx566CGeeOKJSv/cQWEyMjL48MMP6d+/P927dyc1NZWpU6fme7LXGFOxFfccBAAi0gj4J/AHQIEVwGOqWm0eh2xaN4CrY5rzQfxe7vljGI3r1Dzvst566y0mTZrEnDlz6NOnTxlGWTEcP36c//73v8yYMYOOHTty++23M3/+fAICArwdmjHmHLnzp+sc4DBwHTAMOArMLfYIJxEZKCK/iMgOEZlcyPaeIrJORLJEZNhZ28aKyHbnMtad83nSnb3bkZGVw4xlO8/r+JycHB588EEee+wxli9fXuWSw4EDB7j//vsJCwvj119/ZdmyZSxbtowbb7zRkoMxlZQ7CaKZqj6mqrucy+PABSUdJCK+wEvAFUAnYKSInD2P56/AzcB7Zx3bEHgER2+pHsAjznYQr2nXpA5DuwQz88c9HDh55pyOPXPmDDfeeCPLli0rt55K5WX37t3cddddREREkJ6ezvr163n99der1DUaU125kyAWicgIEfFxLjcAJQ/07/hi36GqiaqagaMmcnXeHVR1t6puAnLOOnYA8LWqHlfVJOBrYKAb5/Soe/qFoaq8uHi728ecOnWKyy+/HBEp955KnrR161bGjh1L165dadCgAdu2beOFF15wjWBqjKn8ihus75SIJAO34fgLP8O5zAFud6PsFjjmkci1z7nOHW4dKyK3i8haEVl75MgRN4s+fy0bBjIqtjVz1+zlp/0ni9xv6tSpqCqnT5/miiuuIDIyklmzZlWJWy3x8fFcd9119O7dmw4dOrBz506efPLJQoenNsZUbsXNKFdXVes5f/qoqp9z8VHVekUdV55U9RVV7aaq3crrL/OJl7enYe2aPPTpT+TkFOyymZCQwLPPPktKSgqDBw+mY8eOTJ8+vdL3VEpMTOSaa67hmmuuoWfPniQmJvLAAw8UOjKsMaZqcOtbS0SGiMizzuVKN8veD7TM8z7Yuc7Tx3pU/Vo1eGBQRzbsPcHsNb8W2L5gwQL69+/P1VdfTdu2bXnllVcqdXJITU3lkUceoXv37sTGxrJjxw7uueceateu7e3QjDEeVuI3l4g8DdyD4wG5n4F7ROQpN8peA4SJSFsR8QdG4HjQzh0Lgf4iEuRsnO6Pe+0e5eLai1pwSbtGPLFgK7vPenjus88+Y926dQQEBBAUFMSQIUO8FGXpqCqffvopERERbNu2jQ0bNvD3v//dNYOYMaYaKGqQptwF2AT45HnvC2wq6TjnvoOABBwD/T3oXPcvYIjzdXcc7QspwDFgS55jxwM7nMu4ks7lqcH6irI/KVWjHvlKr572nWZmOebcPXbsmIqI1q1bV1u2bKkPPvigbt9ePiPBlqVffvlFBwwYoJ06dco3qqgxpuqhlKO5bgIa5nnf0N0EUZ5LeScIVdXPNu7X1pM+18c/d0w8n5iYqF27dtUvv/zSNQ9CZXLq1CmdPHmyNmrUSJ977jnNyMjwdkjGGA8rLkGU+CQ18CSwXkSWAgL0BAo89FYdXRndnDW7jvPqil10uLAew7q2dU3QXpmoKh988AF/+ctf6N27N5s3b3Z7LmdjTNVVbIIQER8czyjE4bgdBDBJVQ96OrDK4uErO7HjyGke+HgzzeoH8IfQxt4O6ZwcO3aMW2+9lZ07d/Lee+9x2WWXeTskY0wFUWwjtarmAPer6gFVne9cLDnk4efrw0s3diGkSW1ufXstq3d5Zt4IT1i+fDkXXXQR7dq1Y82aNZYcjDH5uNP/8hsR+auItBSRhrmLxyOrRBoE+vPurbE0bxDAuDdX822C5x/aK42srCz+8Y9/MHLkSF555RWeffZZ651kjCnAnQQxHMec1N8C8c6l8t1o97DGdWoy+7Y4WjYMZPxba3h/zd6SD/KC3bt306tXL1avXs369esZONDrI5gYYyood+aDaFvIElIewVU2TesF8MGdF3Nxu0bc/9Em/v7xZs5klM+0nu6YO3cuPXr0YOjQoXzxxRdccEGJYy4aY6oxd+aDCADuAi7l9/kgXlbVNA/HVinVDajBGzd35/mvE3h5+U7W7j7Ov4dF06WV9wajTUlJYcKECaxYsYIvv/ySrl27ei0WY0zl4c4tpneACOC/wDTn65meDKqyq+Hrw6SBHXlnfA9OpWUxdPoPTPpwE0dOpZfL+b///nveeecdADZu3EjXrl3Jzs4mPj7ekoMxxm2iJcwRLCI/q2qnktZ5W7du3bQiPoNwOj2LFxdv543vduHnK9wU25rbe4XQtK7nRnYdMGAAN910E4GBgdx5551MnTqVUaNGeex8xpjKS0TiVbVbYdvcqUGsE5G4PIXF4mYjtRszytUUkbnO7atEpI1zfSMRWSoip0Vkmjvnqqjq1PTjgUHhLJrYk0FRzXjj+1384ekl3P3eOn7YcbTQEWFLY8eOHaxfv56EhAQmTpzIokWLLDkYY86LOzWIrUAHHLO/AbQCfgGyAFXV6CKO88UxDtPlOMZbWgOMVNWf8+xzFxCtqneKyAjgWlUdLiK1gYuASCBSVf9U0oVU1BrE2XYdTWHmyj18tG4fJ89kckG9mlze6QIGRFxI9zYNCajhW6ry77nnHhYuXIi/vz/Dhw9n69at/Pvf/6ZFC3en4jDGVCfF1SDcSRCti9uuqnuKOO5i4Dt+r6UojgH7nsqzz2p+f0IbHEnHX1VVRHJwDO0BkKaqtYqLo7IkiFxpmdks3HKQLzcfZHnCEc5kZuPv60NMywb0aNuQmJYN6NisLi0a1EJESi4QyMzMpFYtx8cUHBxMv3796Nu3LyNGjMDXt3SJxxhTNZUqQZTipLcArwE/4hgufBVwQlWD8uyjAI58IFk4RoptAvwAhAFP4ZizuhlwoaoeKup8lS1B5HUmI5sfdh5l1a7jrEo8xk+/JZPtvPVUN8CPjhfWpXWj2rQMCiQ4qBYtGwbSrH4ADWv7E+jv60ogqsrTTz/N8OHDCQmxnsjGmJJ5K0GcAuqoqjjf5zjPJ3n2UZxJQ0RCcAwL3gQ47NxlPNANx4N6Sara8Kxz3I5z+tNWrVp13bOn0MpMpZOSnsW2g8lsPXCKbQeT+eXgKX49nsqh5IK9oGr6+dC4Tk0a1vYnqLY/dWv6EejvS+2aftSp6UdgTV/q1PSjVg1f/P188Pf1wd/Phxp5f7peC34+PoiAj4/gK4KPgDh/+vqI67WPiPO947VPnn2NMZVHcQnCndFcz1ext4TyyG2TyG3j+CeOW0s5Z+1X9+wDVfUV4BVw1CDOPcSKqXZNP7q2bkjX1vlHNEnLzOa3E2fYm3SGQ8lpHE/J4HhKBkdPp3M8JYOklAz2J6WSkp5NSkYWKelZlHEb+HnLmzck3/r8CSX/trzrCy/Arf3P2mZMVVIvoAY/PtDPI2V7MkEogIi0xTFdaFH/RYOdP4ed6wnOaqdARPYAR4HGzp/lyRvnNMaYxvJgqb57imxn9uQtpuNAELAdR9tCW+emx3FMUDHfeYspE0ftIQWIxtGonY3jiz8J8AdqAydVtUEx51sLoKrdRGRtUVUmT/HGOY0xxpPfPe48B3G+cgM+DIzE8YWfqKr/UNXcuakVqKGqoTie0MY5w1Gic/s1wAbn6w4ejNUYY8xZPJYgVDURSAf+gKMHk6pqqIioiGQ4d7sCXI3Vvjh6POFMGAosdx6fXlwPJmOMMWXPk20QqGqB8STy9mJS1YUU0TahqueavF4p4nV58cY5jTHGY989HmuDMMYYU7l5sg3CGGNMJVYpE4SIJIhIjoikicgbInLYOSjgMRHJcP5s49xXRORF54CAm0SkyzmcJ7fsn/KsaygiX4vIdufPoJLOIyJjnftvF5GxZfhRGGOqCE9/34hIVxHZ7DzmRXHjqdZKmSCAF4GbnK/fAgYCLYHVquoPrAbmOLdfgWPYjjAcT13POIfz5Jad12RgsaqGAYud74s8j3P+7keAWKAH8EjuL9kYY/J4C89+38wAbstzXInzDVfKBKGq03A+ea2q3wLHgQB+//AmA7kZ9WrgHXX4EWggIs3cPE9u2XldDbztfP02jq64xZ1nAPC1qh5X1STga9z4xRhjqhdPft84t9VT1R+djxK8k6esIlXKBFEEUdWNztebgBrO1y2AvXn22+dcd74uUNUDztcHgdyJnYs6T1mf3xhTfZTV900L5+uz1xerKiUIF2eG9Hj3rPI6jzHGeOP7piolCBWRzgDOn1nO9ftxtE/kCnauO1+Hcm9ROX/mjjxb1HnK+vzGmOqjrL5v9vP7uHd51xerKiWINOBp5+ungfXO1/OBMc5W/zgcYzodKKwAN80HcnsGjAXmlXCehUB/EQlyNhb1d64zxpiSlMn3jXNbsojEOXsvjclTVtFUtdItwB4cA/opjmHBU3EM+peNo+ZwDAhx7ivASzjmmtgMdDuH88wGDjjL3gfcAjTC0ZtgO/AN0LCk8+CY12KHcxnn7c/PFltsqXiLp79vcIyP95PzmGk4H5QubrEnqY0xxhSqKt1iMsYYU4YsQRhjjCmUJQhjjDGFsgRhjDGmUJYgjDHGFMoShDHnSERuFpFp3o4DQEROezsGU3VZgjCmmhIRj84oaSo/SxCmShGRNiKyTURmichWEflQRAKd27qKyHIRiReRhXmGMIgRkR+d4+p/kmfM/WUi8oKIbBCRn0SkRyHnayIiH4nIGufyh0L2uVlEPhaRr5xj9D+TZ9vpPK+HichbztdvicgMZ1yJItLbOV/A1tx98hw3RUS2iMhiEWniXNfOeb54EVkhIh3zlPuyiKwCnsGYYliCMFVRB2C6qoYDycBdIlID+C8wTFW7Am8ATzj3fweYpKrROJ5KfSRPWYGqGgPc5TzmbC8AU1S1O3Ad8FoRMcUAw4EoYLiItCxiv7yCgIuBiTiGVpgCRABRIhLj3Kc2sFZVI4DleWJ/Bfiz81r/CkzPU24wcImq3udGDKYasyqmqYr2qur3ztfvAhOAr4BI4GvnRFq+wAERqQ80UNXlzv3fBj7IU9ZscIzVLyL1RKTBWef6I9Apz+Rc9USkjqqe3TawWFVPAojIz0Br8g/LXJjPVFVFZDNwSFU3O4/fArQBNuAYamZunmv9WETqAJcAH+SJq2aecj9Q1ewSzm2MJQhTJZ09foziGLtmi6penHeDM0Gca1l5+QBxqppWQjnpeV5n8/v/vbzlBRRxTM5Zx+dQ9P9ddcZ0wlnzKUxKCbEaA9gtJlM1tRKR3ERwI/Ad8AvQJHe9iNQQkQjnX/VJInKZc//ROG7V5Bru3P9SHCNmnjzrXIuAP+e+yXPrx12HRCRcRHyAa8/xWHD8Hx7mfH0j8J2qJgO7ROR6Z0ySOxS+MefCEoSpin4B7haRrTju489Q1QwcX6T/FpGNOG7PXOLcfyzwHxHZhKOt4F95ykoTkfXAyzhG1zzbBKCbs4H7Z+DOc4x1MvA58AOOkTzPVQrQQxwT3ffl99hHAbc4r3ULjikqjTknNpqrqVJEpA3wuapGlkFZy4C/qura0pZlTGVkNQhjjDGFshqEMcaYQlkNwhhjTKEsQRhjjCmUJQhjjDGFsgRhjDGmUJYgjDHGFMoShDHGmEL9P83SEVHzDlMxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt \n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "x=range(0,10000)\n",
    "p=np.power(364/365,x)   #probability\n",
    "print(type(x))\n",
    "print(type(p))\n",
    "ax = plt.subplot(1, 1, 1)\n",
    "\n",
    "plt.plot(x,p)\n",
    "plt.ylabel(r'probability of \"no one has same birthday\"')\n",
    "# plt.ylabel(\"人数\", fontproperties=zhfont1)\n",
    "plt.xlabel('people number')\n",
    "\n",
    "plt.annotate(r'(' + str(x[0]) + r', ' +str(p[0]) + r')', xy=(x[0],p[0]), xycoords='data',xytext=(+10, +30), textcoords='offset points'\n",
    "                 , arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.2\"))\n",
    "\n",
    "plt.annotate(r'(' + str(x[1]) + r', ' +str(p[1]) + r')', xy=(x[1],p[1]), xycoords='data',xytext=(+10, -30), textcoords='offset points'\n",
    "                 , arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.2\"))\n",
    "\n",
    "plt.annotate(r'(' + str(x[1000]) + r', ' +str(p[1000]) + r')', xy=(x[1000],p[1000]), xycoords='data'\n",
    "             ,xytext=(+10, +40), textcoords='offset points'\n",
    "                 , arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.2\"))\n",
    "\n",
    "plt.annotate(r'(' + str(x[2000]) + r', ' +str(p[2000]) + r')', xy=(x[2000],p[2000]), xycoords='data'\n",
    "             ,xytext=(+10, +30), textcoords='offset points'\n",
    "                 , arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.2\"))\n",
    "\n",
    "\n",
    "# ax.set_yscale('log')\n",
    "# ax.set_xscale('log')\n",
    "ax.yaxis.set_major_locator(ticker.LogLocator(base=10.0, numticks=15))\n",
    "ax.xaxis.set_major_locator(ticker.LogLocator(base=10.0, numticks=15))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "lg_p = np.log10(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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30wU8/GEKv+xV8z8JfQoIkfNQq3RBRj3amr9ceznT1+ykfWISn85R8z8JbecdEGZW1cy+MbOdZrbDzMaYWdWsLE4kmERGGA+1rcqkx+OoW64QT49awh1vz2bDrwf9Lk0kS1zIEcQnwBdAaaAs8CXwaVYUJRLMKhXLxycPN+dfXeuRuiW9+d87035W8z8JORcSEHmdcyOcc8e910dA7qwqTCSYmRm3N6vIlIR42lQvzovfLqfrGz+x8hc1/5PQcSEBMcHMnjKzymZWycyeBMabWVEzK5pVBYoEs9KFcvP2PbEMvr0Rm3Yd4rrXpjFgyio1/5OQYOd7kc3M1p1ltnPO+Xo9IjY21qWkpPhZgoS5XQeP8vdvlvL1wq1cVio/r3RvQMMKhf0uS+SszGyecy42s3nnfQThnKtylldVM2sfuJLBzB4zsxVmttTMXgnkukWyQtF8uRh4WyOG3xfL/sPH6Tp0Bi+OW6bmf5JjBfI215cDtSIzuxLoAjRwztUB/h2odYtktatqlWJy/zhub1aRd6avo+PAZH5au9PvskQuWCADwgK4rl7AS865IwDOuR0BXLdIliuQO5p/3FSPz3q0IMLgjrdn8/Soxez9Tc3/JOcIZEAE8h6/y4C2ZjbbzJLMrGlmC5lZDzNLMbOUtLS0AH69SGC0qFqMCf3ieCSuKp/P3USHAUlMWabmf5Iz+PYvqc1sqpmlZvLqAkQBRYEWwBPAF2b2P0cozrm3nHOxzrnYEiVKZPMWiJyfPLkiefqay/m6d2uK5M3Fwx+m0OeT+exU8z8JclEBXNf6C1nYOdfuTPPMrBcwyqXfYjXHzE4CxQEdJkiOVb98Ycb2acObSWt57fs1zFizk79dX4cuDcuSye8/Ir67kNtcu2YyvBdYEuhrBGbWEyjrnHvWzC4DvgMqurMUq9tcJSdZvX0/T45czIKNe7iqVklevLEuZQvn8bssCUNnu831QgLiW6Al8IM3dAUwD6gC/N05N+LSS/39u3IBw4GGwFHgj86578/2GQWE5DQnTjo++Gk9r05aSWSE8VTnWtzRrCIRETqakOwTqICYBNzjnNvuvS8FfAjcDiQ75+oGqN6LooCQnGrjr4d4evRiZqz5lWZVivJyt/pUKZ7P77IkTATkH8oBFU6Fg2eHN7YL0L17IhepYrG8fPRgc17pVp/l2/bRaWAyw5LWcvyE2nWIvy4kIH40s3Fmdq+Z3QuM8cbyAXuypDqRMGFm3NK0AlMT4om/rAQvTVjBTUN/YtnWfX6XJmHsQk4xGdANaO0NzQBGnu3CcXbSKSYJFc45xi/5hb+NTWXPoWP0uqIafa6qTkxUpN+lSQgKyDWIYKeAkFCz++BRXvh2GaPmb6F6yfy83K0+TSoV8bssCTGXdA3CzPab2b5MXvvNTMe/IlmkSL5cJN7SkPfub8qhI8fpPuwnnv9mKYeOHve7NAkT5wwI51wB51zBTF4FnHMFs6NIkXB2Zc2STE6I5+4WlXhvxno6DEhm+mo1/5Os51urDRE5f/ljovh7l7p88UhLckVGcNe7s3nyq0XsPaQbCCXrKCBEcpBmVYoyvl9bel1RjZHzt9BuQBITU3/xuywJUQoIkRwmd3Qkf+pUizG9W1Mifww9P5pH74/nk7Zfzf8ksBQQIjlU3XKFGNOnNU90rMmUZdtpl5jEyHmbCZU7E8V/CgiRHCw6MoLeV1ZnfL+2VC+Znz98uYj73pvLlj2/+V2ahAAFhEgIqF4yP18+0pLnrq/N3PW76JCYxIcz13PypI4m5OIpIERCRESEcV/rKkx6PI7GlYrw7Jil3PrWTNamHfC7NMmhFBAiIaZC0bx8+EAz/n1zA1ZtP0DnQdMY+uMajqn5n1wgBYRICDIzujcpz5SEOK6uVZJXJq7kxiEzSN2y1+/SJAdRQIiEsJIFcvPGXU14487GbN93hC5DZvDqpBUcPnbC79IkB1BAiISBzvXKMDUhjpsalWPID2u5ZvA0Utbv8rssCXIKCJEwUThvLv59cwM+fKAZR46d5OY3Z/K3MakcOKLmf5I5BYRImIm7rAST+8dxb8vKfDhrAx0HJJO0Ks3vsiQIKSBEwlC+mCieu6EOXz7SktzREdw7fA5/+GIRew4d9bs0CSIKCJEwFlu5KN/2bUufK6vz9cIttEtMZsKSbX6XJUFCASES5nJHR/LHjjUZ26c1pQrG0Ovj+fQcMY8d+w77XZr4TAEhIgDUKVuIMb1b86dOtfh+5Q7aJSbxZcomNf8LYwoIEfldVGQEva6oxoR+balVuiBPfLWYe4bPYdOuQ36XJj4IyoAws4ZmNsvMFppZipk187smkXBSrUR+PuvRghe61GH+ht10HJjMezPWcULN/8JKUAYE8ArwvHOuIfCs915EslFEhHF3y8pMToinaeWiPP/NMm55cyZrduz3uzTJJsEaEA4o6E0XArb6WItIWCtXOA/v39+UxFsasDbtANcMms7r369W878wYMF4AcrMLgcmAUZ6iLVyzm3IZLkeQA+AihUrNtmw4X8WEZEAStt/hOe+Wcq3i7dxeZmCvNq9PnXLFfK7LLkEZjbPOReb6Ty/AsLMpgKlM5n1DHA1kOScG2lmtwA9nHPtzra+2NhYl5KSkgWVisjpJi39hb98ncqug0d5uG1VHm9Xg9zRkX6XJRchKAPibMxsL1DYOefMzIC9zrmCZ/uMAkIke+09dIx/jl/O5ymbqFI8Hy91rUfzqsX8Lksu0NkCIlivQWwF4r3pq4DVPtYiIpkolDeal7vX5+OHmnP85ElufWsWf/06lf2Hj/ldmgRIsAbEw8B/zGwR8E+86wwiEnxaVy/OpMfjeKB1FT6and7874eVO/wuSwIgKE8xXQydYhLx3/yNu/nTV4tZveMAXRuV46/X1aZIvlx+lyVnkRNPMYlIDtS4YhHG9W1D36uqM3bRVtolJjFu8Va168ihFBAiElAxUZEkdKjJN4+1oVyRPPT5ZAE9Rsxju5r/5TgKCBHJEpeXKcioXq348zW1SF6VRrvEJD6fu1FHEzmIAkJEskxUZAQ94qox6fE4apcpyJ9GLuHOd2az8Vc1/8sJFBAikuUqF8/Hpw+34B831WXx5r10HJjMu9PV/C/YKSBEJFtERBh3Nq/ElIQ4WlYrxgvjltHtjZ9YtV3N/4KVAkJEslWZQnl4995YBt3WkA2/HuTawdMYNHU1R4+r+V+wUUCISLYzM7o0LMfUhHg61y3DgKmruOH16SzatMfv0iQDBYSI+KZY/hgG396Id+6JZc+hY9w0dAb/HL+c346e8Ls0QQEhIkGgXe1STE6I49amFXkr+Wc6D0pm5tpf/S4r7CkgRCQoFMwdzb+61uOTh5vjgNvfnsWfRy9hn5r/+UYBISJBpVW14kzsF8fDbavw2ZyNdEhM5vsV2/0uKywpIEQk6OTJFckz19Zm1KOtKZQnmgfeT6HfZwv49cARv0sLKwoIEQlaDSsU5pvH2tC/3WWMX7KN9gOSGbNwi9p1ZBMFhIgEtVxREfRrV4Nxj7WlQtG89PtsIQ99kMK2vb/5XVrIU0CISI5Qs3QBRvVqxV+uvZwZa3fSITGZT2Zv5KTadWQZBYSI5BiREcZDbasy6fE46pYrxJ9HL+GOd2axfudBv0sLSQoIEclxKhXLxycPN+elrvVYumUfnQYl83byz2r+F2AKCBHJkcyM25pVZEpCPG2ql+Af45fTdegMVvyyz+/SQoYCQkRytNKFcvP2PU147fZGbN79G9cNnk7ilFUcOa52HZdKASEiOZ6ZcX2DskxJiOf6BmUZ/N1qrn9tOgs27va7tBxNASEiIaNovlwMuLUhw++LZf/h43R94ydeGLeMQ0eP+11ajqSAEJGQc1WtUkzuH8edzSvy7vR1dBo4jZ/W7PS7rBxHASEiIalA7mhevLEen/VoQWSEccc7s3lq5GL2/qbmf+fLt4Aws5vNbKmZnTSz2NPmPW1ma8xspZl19KtGEcn5WlQtxoR+bXkkvipfpGyiw4AkpixT87/z4ecRRCrQFUjOOGhmtYHbgDpAJ2ComUVmf3kiEipyR0fydOfL+bp3a4rkzcXDH6bQ55P57FTzv7PyLSCcc8udcyszmdUF+Mw5d8Q5tw5YAzTL3upEJBTVL5/e/O8P7S9j8tLttEtMYvSCzWr+dwbBeA2iHLApw/vN3tj/MLMeZpZiZilpaWnZUpyI5GzRkRE8dnUNvu3bhirF89H/80U88P5ctu5R87/TZWlAmNlUM0vN5NUlEOt3zr3lnIt1zsWWKFEiEKsUkTBRo1QBvurZimevq82sn3fRYUAyI2ZtUPO/DKKycuXOuXYX8bEtQIUM78t7YyIiARUZYTzQpgrta5fi6VFL+OvXqXyzaCsvda1H1RL5/S7Pd8F4imkscJuZxZhZFaAGMMfnmkQkhFUompcRDzbjle71WbFtH50HTWNY0lqOnzjpd2m+8vM215vMbDPQEvjWzCYBOOeWAl8Ay4CJQG/nnJqqiEiWMjNuia3A1IR4rqhZgpcmrODGoTNYtjV8m/9ZqFy9j42NdSkpKX6XISIhwDnHhNRfeHZMKnsOHaPXFdXoc1V1YqJC7457M5vnnIvNbF4wnmISEfGVmXFNvTJM6R/PDQ3L8tr3a7h28HTmbQiv5n8KCBGRMyiSLxeJtzTk/fub8tvRE3Qf9hPPf7OUg0fCo/mfAkJE5ByuqFmSSf3juKdFJd6bsZ6OA5OZtjr0/+2VAkJE5Dzkj4ni+S51+bJnS3JFRXD3u3N44stF7D0Uus3/FBAiIhegaeWijO/blkevqMaoBVtoNyCJiam/+F1WllBAiIhcoNzRkTzZqRZjeremRP4Yen40j0c/nseO/Yf9Li2gFBAiIhepbrlCjOnTmic61mTq8h20T0xm5LzQaf6ngBARuQTRkRH0vrI64/u2pUbJ/Pzhy0Xc+95cNu8+5Hdpl0wBISISANVL5ueLR1ry/A11SFm/i44Dkvlw5voc3fxPASEiEiAREca9rSozuX8cTSoX5dkxS7nlzZmsTTvgd2kXRQEhIhJg5Yvk5YP7m/LvmxuwescBOg+axpAf1nAshzX/U0CIiGQBM6N7k/JMSYij3eUleXXSSm4cMoPULXv9Lu28KSBERLJQyQK5GXpnE4bd1Zjt+47QZcgMXpm4gsPHgr9JtQJCRCQbdKpbhu8S4unaqBxDf1zLNYOnMXf9Lr/LOisFhIhINimUN5pXb27AiAebcfT4SW4eNpNnx6RyIEib/ykgRESyWdsaJZj0eBz3tarMiFkb6DggmaRVwdf8TwEhIuKDfDFRPHdDHb7q2ZLc0RHcO3wOCV8sZM+ho36X9jsFhIiIj5pUKsq3fdvS58rqjF24lXaJSYxfss3vsgAFhIiI73JHR/LHjjUZ06c1pQvl5tGP59NzxDx27PO3+Z8CQkQkSNQpW4ivH23NU51r8cPKHbRLTOKLlE2+Nf9TQIiIBJGoyAh6xldjQr+21CpdkCe/Wszd785h067sb/6ngBARCUJVS+Tnsx4teOHGuizYuJsOA5J5b8Y6TmRj8z8FhIhIkIqIMO5uUYnJCfE0r1qU579Zxs3DfmLNjv3Z8/3Z8i0iInLRyhXOw3v3NWXArQ34eedBrhk0nde/X53lzf98Cwgzu9nMlprZSTOLzTDe3szmmdkS779X+VWjiEiwMDNualSeqQnxdKhTin9PXsX1r01nyeasa/7n5xFEKtAVSD5tfCdwvXOuHnAvMCK7CxMRCVbF88fw+h2NeevuJuw6eJQbh85g6I9rsuS7orJkrefBObcc0lPxtPEFGd4uBfKYWYxz7kg2liciEtQ61ClN86rF+Nf45VQuli9LvsO3gDhP3YD5ZwoHM+sB9ACoWLFidtYlIuK7Qnmiealb/Sxbf5YGhJlNBUpnMusZ59yYc3y2DvAy0OFMyzjn3gLeAoiNjc25D34VEQlCWRoQzrl2F/M5MysPjAbucc6tDWxVIiJyPoLuNlczKwx8CzzlnJvhczkiImHLz9tcbzKzzUBL4Fszm+TN6gNUB541s4Xeq6RfdYqIhCs/72IaTfpppNPHXwRezP6KREQko6A7xSQiIsFBASEiIplSQIiISKbMrwdRBJqZpQEbLvLjxUlv8RFOtM3hQdscHi5lmys550pkNiNkAuJSmFmKcy723EuGDm1zeNA2h4es2madYhIRkUwpIEREJFMKiHRv+V2AD7TN4UHbHB6yZJt1DUJERDKlIwgREcmUAkJERDIV9gFhZp3MbKWZrTGzp/yu51KYWQUz+8HMlnnP++7njRc1sylmttr7bxFv3MxssLfti82scYZ13estv9rM7vVrm86HmUWa2QIzG+e9r2Jms73t+tzMcnnjMd77Nd78yhnW8bQ3vtLMOvq0KefFzAqb2VdmtsLMlptZyzDYx/29P9OpZvapmeUOtf1sZsPNbIeZpWYYC9h+NbMmZrbE+8xgs9Me55kZ51zYvoBIYC1QFcgFLAJq+13XJWxPGaCxN10AWAXUBl4hvX06wFPAy970NcAEwIAWwGxvvCjws/ffIt50Eb+37yzbnQB8Aozz3n8B3OZNDwN6edOPAsO86duAz73p2t6+jwGqeH8mIv3errNs7wfAQ950LqBwKO9joBywDsiTYf/eF2r7GYgDGgOpGcYCtl+BOd6y5n228zlr8vuH4vMOaQlMyvD+aeBpv+sK4PaNAdoDK4Ey3lgZYKU3/SZwe4blV3rzbwfezDD+X8sF0wsoD3wHXAWM8/7w7wSiTt/HwCSgpTcd5S1np+/3jMsF2wso5P3P0k4bD+V9XA7Y5P1PL8rbzx1DcT8DlU8LiIDsV2/eigzj/7XcmV7hforp1B+8UzZ7Yzmed1jdCJgNlHLObfNm/QKU8qbPtP056ecyEHgSOOm9Lwbscc4d995nrP337fLm7/WWz0nbWwVIA97zTqu9Y2b5COF97JzbAvwb2AhsI32/zSO09/Mpgdqv5bzp08fPKtwDIiSZWX5gJPC4c25fxnku/deHkLi32cyuA3Y45+b5XUs2iiL9NMQbzrlGwEHSTz38LpT2MYB33r0L6eFYFsgHdPK1KB/4sV/DPSC2ABUyvC/vjeVYZhZNejh87Jwb5Q1vN7My3vwywA5v/Ezbn1N+Lq2BG8xsPfAZ6aeZBgGFzezUw7Ay1v77dnnzCwG/knO2F9J/89vsnJvtvf+K9MAI1X0M0A5Y55xLc84dA0aRvu9DeT+fEqj9usWbPn38rMI9IOYCNby7IXKRfkFrrM81XTTvroR3geXOucQMs8YCp+5muJf0axOnxu/x7ohoAez1DmcnAR3MrIj321sHbyyoOOeeds6Vd85VJn3ffe+cuxP4AejuLXb69p76OXT3lnfe+G3e3S9VgBqkX9ALOs65X4BNZlbTG7oaWEaI7mPPRqCFmeX1/oyf2uaQ3c8ZBGS/evP2mVkL72d4T4Z1nZnfF2X8fpF+N8Aq0u9oeMbvei5xW9qQfgi6GFjova4h/fzrd8BqYCpQ1FvegCHeti8BYjOs6wFgjfe63+9tO49tv4L/v4upKul/8dcAXwIx3nhu7/0ab37VDJ9/xvs5rOQ87u7weVsbAinefv6a9LtVQnofA88DK4BUYATpdyKF1H4GPiX9Gssx0o8UHwzkfgVivZ/fWuB1TrvRIbOXWm2IiEimwv0Uk4iInIECQkREMqWAEBGRTCkgREQkUwoIERHJlAJCJMDM7D4ze93vOkQulQJCREQypYCQsGJmlS39OQofW/qzFL4ys7zevCZmlmRm88xsUoYWBw3NbJbXd390hp78P5rZIDNb6D2noFkm31fCzEaa2Vzv1TqTZe4zs1FmNtHr4f9KhnkHMkx3N7P3ven3zewNr66fzewK73kCy08tI3KpFBASjmoCQ51zlwP7gEe9HlavAd2dc02A4cA/vOU/BP7knKtP+r9a/VuGdeV1zjUk/RkEwzP5rkHAAOdcU6Ab8M4ZamoI3ArUA241swpnWC6jIqS3ue5PeuuFAUAdoJ6ZNTyPz4ucVdS5FxEJOZucczO86Y+AvsBEoC4wxXvQViSwzcwKAYWdc0ne8h+Q3sbhlE8BnHPJZlbQzAqf9l3tgNoZHt5V0MzyO+cOnLbcd865vQBmtgyoxH+3bc7MN845Z2ZLgO3OuSXe55eS/lyBhef4vMhZKSAkHJ3eX8aR3ttmqXOuZcYZXkBc6LoyigBaOOcOn2M9RzJMn+D//25mXF/uM3zm5GmfP4n+bksA6BSThKOKZnYqCO4AppPevK3EqXEzizazOt5v9bvNrK23/N1AUoZ13eot34b0jpp7T/uuycBjp95cxKmf7WZ2uZlFADdd4GdFLol+y5BwtBLobWbDSW8b/YZz7qiZdQcGe0cNUaQ/rW4p6W2Wh3kXs38G7s+wrsNmtgCIJr2L5un6AkPMbLG3zmSg5wXU+hTpj9hMI72Da/4L+KzIJVE3Vwkrlv4o1nHOuboBWNePwB+dcymXui6RYKRTTCIikikdQYiISKZ0BCEiIplSQIiISKYUECIikikFhIiIZEoBISIimfo/5t6RX8hiyp0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlabel('people num')\n",
    "plt.ylabel('lg_p')\n",
    "plt.plot(x,lg_p)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5036, 5037, 5038, ..., 9997, 9998, 9999])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([5036, 5037, 5038, ..., 9997, 9998, 9999])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([5036, 5037, 5038, ..., 9997, 9998, 9999])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(x)[lg_p<-6]\n",
    "# x1[isinstance(y1,int)][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  0,  -1,  -2,  -3,  -4,  -5,  -6,  -7,  -8,  -9, -10, -11])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([  0,  -1,  -2,  -3,  -4,  -5,  -6,  -7,  -8,  -9, -10, -11])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([  0,  -1,  -2,  -3,  -4,  -5,  -6,  -7,  -8,  -9, -10, -11])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lg_p_special_points=np.arange(0,-12, -1)\n",
    "lg_p_special_points\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 840, 1679, 2518, 3358, 4197, 5036, 5876, 6715, 7554, 8393, 9233]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[1, 840, 1679, 2518, 3358, 4197, 5036, 5876, 6715, 7554, 8393, 9233]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[1, 840, 1679, 2518, 3358, 4197, 5036, 5876, 6715, 7554, 8393, 9233]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_special_points=[]\n",
    "for item in lg_p_special_points:\n",
    "    x_special_points.append(np.array(x)[lg_p<item][0])\n",
    "\n",
    "x_special_points\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# zhfont1 = matplotlib.font_manager.FontProperties(fname=\"SourceHanSansSC-Bold.otf\") \n",
    "p_ticks=[]\n",
    "for i in range(0, lg_p_special_points.size):\n",
    "    p_ticks.append(r'$10^{'+ str(lg_p_special_points[i]) + r'}$')\n",
    "\n",
    "plt.figure(figsize=(8,5), dpi=80)\n",
    "ax = plt.subplot(111)\n",
    "\n",
    "plt.yticks(lg_p_special_points, p_ticks)\n",
    "\n",
    "plt.plot(x,lg_p)\n",
    "plt.plot(x_special_points,lg_p_special_points,'x')\n",
    "plt.ylabel(r'probability of \"no one has same birthday\"')\n",
    "# plt.ylabel(\"人数\", fontproperties=zhfont1)\n",
    "plt.xlabel('people number')\n",
    "\n",
    "for i in range(0, lg_p_special_points.size):\n",
    "    tmp_lg_p_special_point=lg_p_special_points[i]\n",
    "    tmp_x_special_point=x_special_points[i]\n",
    "    plt.annotate(r'('+str(tmp_x_special_point) + r', $10^{'+ str(tmp_lg_p_special_point) + r'}$)'\n",
    "                 ,xy=(tmp_x_special_point, tmp_lg_p_special_point), xycoords='data'\n",
    "                 ,xytext=(+10, +30), textcoords='offset points'\n",
    "                 , arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.2\"))\n",
    "    \n",
    "#     plt.plot([yy2,yy2],[0,xx2],color ='gray',  linewidth=1.5, linestyle=\"--\")\n",
    "#     plt.plot([0,yy2],[xx2,xx2],color ='gray',  linewidth=1.5, linestyle=\"--\")\n",
    "    \n",
    "for label in ax.get_xticklabels() + ax.get_yticklabels():\n",
    "    label.set_fontsize(16)\n",
    "    label.set_bbox(dict(facecolor='white', edgecolor='None', alpha=0.65 ))\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n"
   ]
  }
 ],
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